Preparing preservice teachers to use block-based coding in scientific modeling lessons
Scientific modeling and coding are critical skills to be integrated into K-12 instruction. Research has shown that preservice teachers are often ill-prepared for teaching scientific modeling, and lack opportunities to learn coding within teacher education programs. The present study reports the impl...
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| Vydané v: | Instructional science Ročník 48; číslo 6; s. 765 - 797 |
|---|---|
| Hlavní autori: | , |
| Médium: | Journal Article |
| Jazyk: | English |
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Dordrecht
Springer Netherlands
01.12.2020
Springer Springer Nature B.V |
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| ISSN: | 0020-4277, 1573-1952 |
| On-line prístup: | Získať plný text |
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| Abstract | Scientific modeling and coding are critical skills to be integrated into K-12 instruction. Research has shown that preservice teachers are often ill-prepared for teaching scientific modeling, and lack opportunities to learn coding within teacher education programs. The present study reports the implementation of an instructional module and online system, called Coding in Scientific Modeling Lessons (CS-ModeL), which was designed to scaffold preservice science teachers’ learning to code simulations and design scientific modeling lessons that feature simulation coding. In this study, we examined preservice teachers’ epistemic discourse during simulation coding, perceptions of coding for future teaching, and coding-enhanced scientific modeling lessons. This was a qualitative single case study that involved six participants enrolled in a science teacher education course. Participants worked in pairs during scientific modeling activities, and each pair was considered an embedded unit within the single case. Data sources included transcripts of screen recordings captured during simulation coding, transcripts of individual semi-structured interviews, and lessons in which participants used simulation coding as part of scientific modeling activities. Qualitative thematic analysis was conducted. Findings revealed that participants’ epistemic discourse led to correction of science misconceptions. However, lack of debugging and conflict argumentation skills detracted from their epistemic discourse quality. Participants perceived coding as a beneficial skill for K-12 students though they voiced concerns about teaching with coding unassisted. Participants failed to design truly interdisciplinary and authentic scientific modeling activities including simulation coding. Study limitations and future research directions are discussed. |
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| AbstractList | Scientific modeling and coding are critical skills to be integrated into K-12 instruction. Research has shown that preservice teachers are often ill-prepared for teaching scientific modeling, and lack opportunities to learn coding within teacher education programs. The present study reports the implementation of an instructional module and online system, called Coding in Scientific Modeling Lessons (CS-ModeL), which was designed to scaffold preservice science teachers’ learning to code simulations and design scientific modeling lessons that feature simulation coding. In this study, we examined preservice teachers’ epistemic discourse during simulation coding, perceptions of coding for future teaching, and coding-enhanced scientific modeling lessons. This was a qualitative single case study that involved six participants enrolled in a science teacher education course. Participants worked in pairs during scientific modeling activities, and each pair was considered an embedded unit within the single case. Data sources included transcripts of screen recordings captured during simulation coding, transcripts of individual semi-structured interviews, and lessons in which participants used simulation coding as part of scientific modeling activities. Qualitative thematic analysis was conducted. Findings revealed that participants’ epistemic discourse led to correction of science misconceptions. However, lack of debugging and conflict argumentation skills detracted from their epistemic discourse quality. Participants perceived coding as a beneficial skill for K-12 students though they voiced concerns about teaching with coding unassisted. Participants failed to design truly interdisciplinary and authentic scientific modeling activities including simulation coding. Study limitations and future research directions are discussed. Scientific modeling and coding are critical skills to be integrated into K-12 instruction. Research has shown that preservice teachers are often ill-prepared for teaching scientific modeling, and lack opportunities to learn coding within teacher education programs. The present study reports the implementation of an instructional module and online system, called Coding in Scientific Modeling Lessons (CS-ModeL), which was designed to scaffold preservice science teachers’ learning to code simulations and design scientific modeling lessons that feature simulation coding. In this study, we examined preservice teachers’ epistemic discourse during simulation coding, perceptions of coding for future teaching, and coding-enhanced scientific modeling lessons. This was a qualitative single case study that involved six participants enrolled in a science teacher education course. Participants worked in pairs during scientific modeling activities, and each pair was considered an embedded unit within the single case. Data sources included transcripts of screen recordings captured during simulation coding, transcripts of individual semi-structured interviews, and lessons in which participants used simulation coding as part of scientific modeling activities. Qualitative thematic analysis was conducted. Findings revealed that participants’ epistemic discourse led to correction of science misconceptions. However, lack of debugging and conflict argumentation skills detracted from their epistemic discourse quality. Participants perceived coding as a beneficial skill for K-12 students though they voiced concerns about teaching with coding unassisted. Participants failed to design truly interdisciplinary and authentic scientific modeling activities including simulation coding. Study limitations and future research directions are discussed. |
| Audience | Higher Education Postsecondary Education |
| Author | Vasconcelos, Lucas Kim, ChanMin |
| Author_xml | – sequence: 1 givenname: Lucas orcidid: 0000-0001-9074-203X surname: Vasconcelos fullname: Vasconcelos, Lucas email: limadel@mailbox.sc.edu organization: Department of Educational Studies, Wardlaw College of Education, University of South Carolina – sequence: 2 givenname: ChanMin orcidid: 0000-0001-9383-8846 surname: Kim fullname: Kim, ChanMin organization: Learning, Design, and Technology, College of Education, Penn State University |
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| CitedBy_id | crossref_primary_10_1080_13540602_2024_2313635 crossref_primary_10_1007_s11423_025_10532_8 crossref_primary_10_1007_s10956_024_10092_1 crossref_primary_10_1177_07356331211062260 crossref_primary_10_1111_jcal_12976 crossref_primary_10_1080_15391523_2025_2529191 crossref_primary_10_1002_sce_21911 crossref_primary_10_1007_s11423_022_10119_7 crossref_primary_10_14686_buefad_991448 crossref_primary_10_1007_s10639_025_13529_1 crossref_primary_10_1007_s10956_024_10145_5 crossref_primary_10_1080_1046560X_2024_2390758 crossref_primary_10_1080_10494820_2024_2372832 crossref_primary_10_1007_s10763_025_10572_9 |
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| Keywords | Epistemic discourse Preservice teachers Simulations Scientific modeling Professional learning Block-based coding |
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